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1000+ scientific tools for AI scientists: life science, reserach, literature, and more.
Why recommended
Scored from trust, install, risk, and community signals.
Real outcomes: sample pending
Debug microcontrollers via OpenOCD: flash, breakpoints, memory, registers and variables.
Catches when your project drifts from its own decisions. Local-first cross-agent memory MCP.
Trust-aware repository facts for agents: build, test, docs, license, and security, no scraping.
Verify-before-act safety checks for AI agents: packages, lockfiles, manifests, CI workflows.
Generate and edit images and video via OpenRouter or any OpenAI-compatible API.
Self-hosted gallery for AI-generated mockups. MCP interface; token-efficient curl uploads.
Oura Ring MCP server for the Oura API v2: sleep, readiness, activity, heart rate, and more.
Project memory for Claude: records decisions, pipelines, and constraints across conversations.
Free public tax MCP: GST/VAT, income, company & capital-gains tax for 50+ countries, source-cited.
x402 pay-per-call tools: company enrichment, PDF extraction, Amazon/KDP data, YouTube transcripts.
Query SEC EDGAR filings, XBRL financials, and company data through MCP. STDIO & Streamable HTTP.
